Research map / Vision-language and multimodal / Cross-modal learning
Online Enhanced Semantic Hashing: Towards Effective and Efficient Retrieval for Streaming Multi-Modal Data
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use OASIS instead of SAPMH | online multi-modal retrieval · MIRFlickr, first setting, 16bit | MAP: 0.6857 -> 0.8558 | Helped |
| Use OASIS instead of SAPMH | online multi-modal retrieval · NUS-WIDE, first setting, 16bit | MAP: 0.5773 -> 0.7742 | Helped |
| Use OASIS instead of SAPMH | online multi-modal retrieval with new and previously seen classes · MIRFlickr, second setting, 16bit | MAP: 0.5986 -> 0.7833 | Helped |
| Use OASIS instead of SAPMH | online multi-modal retrieval with new and previously seen classes · NUS-WIDE, second setting, 16bit | MAP: 0.7326 -> 0.7931 | Helped |
| Use OASIS instead of OMH-DQ | online multi-modal retrieval where each new round has entirely new classes · MIRFlickr, third setting, 16bit | MAP: 0.1068 -> 0.1595 | Helped |
| Use OASIS instead of OMH-DQ | online multi-modal retrieval where each new round has entirely new classes · NUS-WIDE, third setting, 16bit | MAP: 0.0134 -> 0.1211 | Helped |
| Use OASIS instead of FOMH | online multi-modal retrieval · MIRFlickr, first setting, training time by round | training time (seconds): 0.3495; 0.3100; 0.3100; 0.3159; 0.3170; 0.3239; 0.3320; 0.3261; 0.3200 -> 1.0948; 1.0192; 1.0812; 1.1807; 1.2140; 1.1651 | Hurt |
Closest papers by meaning
- SHE: Streaming-media Hashing Retrieval (ICML 2025 · similarity 0.90)
- Lightweight Contrastive Distilled Hashing for Online Cross-modal Retrieval (AAAI 2025 · similarity 0.89)
- Semi-Supervised Online Cross-Modal Hashing (AAAI 2025 · similarity 0.88)
- Dual Self-Paced Cross-Modal Hashing (AAAI 2024 · similarity 0.88)
- Distribution-Consistency-Guided Multi-modal Hashing (AAAI 2025 · similarity 0.87)
- Asymmetric Cross-Modal Hashing Based on Formal Concept Analysis (AAAI 2025 · similarity 0.87)
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